应用 · chemistry physics and earth sciences论文趋势 2023–2026

主要结论

• 应用 · chemistry physics and earth sciences论文从 2023 年的 293 篇增长到 2026 年的 1,217 篇，三年间扩大到约 4.2 倍。
• NeurIPS 是发应用 · chemistry physics and earth sciences论文最多的会议，2023–2026 年共 1,107 篇，占四个会议总量的 33%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 3 篇增至 2026 年的 95 篇。
• 在「应用领域」的 10 个主题里，它的 2026 年论文数排第 2；同组增长最快的应用 · health medicine是 61 倍，应用 · chemistry physics and earth sciences是 4.2 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026(Strongly) Replicable Distribution Testers imply High Probability Distribution Testers
• ICML 2026(Be Cautious!) Bio-Foundation Models Are Not Yet Robust to Biologically Plausible Perturbations and ML Transformations
• ICLR 2026(U)NFV: Supervised and Unsupervised Neural Finite Volume Methods for Solving Hyperbolic PDEs
• CVPR 2026AssemblyBench Physics-Aware Assembly of Complex Industrial Objects
• NeurIPS 2025A Partition Cover Approach to Tokenization
• ICML 2025A Machine Learning Approach to Duality in Statistical Physics
• ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
• CVPR 2025Accurate Differential Operators for Hybrid Neural Fields
• NeurIPS 2024$\nabla^2$DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network Potentials
• ICML 2024$\bf{\Phi}_\textrm{Flow}$: Differentiable Simulations for PyTorch, TensorFlow and Jax
• ICLR 2024A Foundation Model for Error Correction Codes
• CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
• NeurIPS 2023ANTN: Bridging Autoregressive Neural Networks and Tensor Networks for Quantum Many-Body Simulation
• ICML 2023A Deep Conjugate Direction Method for Iteratively Solving Linear Systems
• ICLR 2023A framework for benchmarking Class-out-of-distribution detection and its application to ImageNet
• CVPR 20233D Human Pose Estimation via Intuitive Physics
• NeurIPS 2026ADA: Resolving Attribution Ambiguity in End-to-End Power System Dispatch via Two-Time-Scale Stochastic Approximation
• ICML 2026(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
• ICLR 2026A Genetic Algorithm for Navigating Synthesizable Molecular Spaces
• CVPR 2026Brewing Stronger Features Dual-Teacher Distillation for Multispectral Earth Observation

全部应用 · chemistry physics and earth sciences论文

共 1,217 篇，第 16 / 25 页

751. ICML 2026NeurOCNN: A Neural-Operator-Based Model for Physiological Time Series
752. ICML 2026NeuroMamba: A Universal Spatiotemporal Module for Robust Perception in Degraded Sensory Streams
753. ICML 2026On Densest $k$-Subgraph Mining and Diagonal Loading: Optimization Landscape and Finite-Step Exact Convergence Analysis
754. ICML 2026On Path to Multimodal Historical Reasoning: HistBench and HistAgent
755. ICML 2026On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching
756. ICML 2026On the Infinite Width and Depth Limits of Predictive Coding Networks
757. ICML 2026Open Materials Generation with Inference-Time Reinforcement Learning
758. ICML 2026Optimal Design for Multinomial Logit Model with Applications to Best Assortment Identification
759. ICML 2026Order Matters in Retrosynthesis: Structure-aware Generation via Reaction-Center-Guided Discrete Flow Matching
760. ICML 2026Origo: Interpretable Multi-physics PDE Foundation Model through Neural Operator Splitting
761. ICML 2026OSF: On Pre-training and Scaling of Sleep Foundation Models
762. ICML 2026Overcoming PINNs Failure Modes In High Dimension With Low-Rank Fourier Sum
763. ICML 2026Parameter-free Dynamic Regret: Time-varying Movement Costs, Delayed Feedback, and Memory
764. ICML 2026Particle-Guided Diffusion Models for Partial Differential Equations
765. ICML 2026PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
766. ICML 2026Patterning: The Dual of Interpretability
767. ICML 2026PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting
768. ICML 2026PFT: Phonon Fine-tuning for Machine Learned Interatomic Potentials
769. ICML 2026PGD-NO: A Neural Operator with Precomputed Geometry Decomposition for 3D Million-Scale Physics Simulations
770. ICML 2026Phy-CoSF: Physics-Guided Continuous Spectral Fields Reconstruction and Spectral Super-Resolution for Snapshot Compressive Imaging
771. ICML 2026PhysHanDI: Physics-Based Reconstruction of Hand-Deformable Object Interactions
772. ICML 2026Physically-Guided Data-Space Rectified Flow for Precipitation Nowcasting
773. ICML 2026Physics from Video: Identifiability of Time-Invariant Second-Order ODEs under Minimal Trajectory Conditions
774. ICML 2026Physics in 2-Steps: Locking Motion Priors Before Visual Refinement Erases Them
775. ICML 2026Physics-Guided Motion Loss for Video Generation Model
776. ICML 2026Physics-informed coarsening for multigrid graph neural networks surrogates
777. ICML 2026Physics-Informed Diffusion Models in Spectral Space
778. ICML 2026Physics-Informed Distillation of Diffusion Models for PDE-Constrained Generation
779. ICML 2026Physics-informed Neural Operator Learning for Nonlinear Grad-Shafranov Equation
780. ICML 2026Physics-Informed Pre-training on Efficient Electron-Density Images for Organic Material Property Prediction
781. ICML 2026Physics-Informed Residual Flows
782. ICML 2026Physiology as Language: Translating Respiration to EEG during Sleep
783. ICML 2026PINNfluence: Interpreting PINNs through Influence Functions
784. ICML 2026PinTok: Tokenizers Deserve Dedicated Pinned CPU-Compute and Memory
785. ICML 2026PLaID++: A Preference Aligned Language Model for Targeted Inorganic Materials Design
786. ICML 2026Plug-and-Play Benchmarking of Reinforcement Learning Algorithms for Large-Scale Flow Control
787. ICML 2026Plug-and-Play Label Map Diffusion for Universal Goal-Oriented Navigation
788. ICML 2026PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting
789. ICML 2026PolarDepth: Monocular Transparent Object Depth from Polar-Physics Priors
790. ICML 2026Positional Encoding for Spiking Transformers
791. ICML 2026Posterior Concentration of Bayesian Physics-Informed Neural Networks for Elliptic PDEs
792. ICML 2026Practical and Scalable Hamiltonian Monte Carlo Without the Metropolis Test
793. ICML 2026Precision-Induced Miscalibration: Understanding and Correcting Confidence Distortion in Quantized Neural Networks
794. ICML 2026Predicting evolutionary rate as a pretraining task improves genome language model representations
795. ICML 2026PRISM: Learning Realistic Depth via Physics-Grounded Noise Disentanglement with Semantic-Geometric Collaboration
796. ICML 2026Probabilistic Retrofitting of Learned Simulators
797. ICML 2026Probing the Inductive Bias of Neural Networks through Learning Random Cellular Automata
798. ICML 2026Protein Autoregressive Modeling via Multiscale Structure Generation
799. ICML 2026Protein Design with Agent Rosetta: A Case Study for Specialized Scientific Agents
800. ICML 2026Protein Fold Classification at Scale: Benchmarking and Pretraining

常见问题

2023–2026 年四大会议一共有多少篇应用 · chemistry physics and earth sciences论文？

共 3,316 篇，按年份分别是 2023 年 293 篇、2024 年 680 篇、2025 年 1,126 篇、2026 年 1,217 篇。

NeurIPS 2026 有多少篇应用 · chemistry physics and earth sciences论文？

NeurIPS 2026 有 299 篇应用 · chemistry physics and earth sciences论文，上一届是 455 篇。

ICLR 2026 有多少篇应用 · chemistry physics and earth sciences论文？

ICLR 2026 有 373 篇应用 · chemistry physics and earth sciences论文，上一届是 297 篇。

ICML 2026 有多少篇应用 · chemistry physics and earth sciences论文？

ICML 2026 有 441 篇应用 · chemistry physics and earth sciences论文，上一届是 287 篇。

CVPR 2026 有多少篇应用 · chemistry physics and earth sciences论文？

CVPR 2026 有 104 篇应用 · chemistry physics and earth sciences论文，上一届是 87 篇。

哪个会议的应用 · chemistry physics and earth sciences论文最多？

NeurIPS，2023–2026 年共 1,107 篇。